Effective Anomaly Detection Using Deep Learning in IoT Systems

Table 5

Best validation accuracy on the multiclassification dataset for the top permutations.

Permutation	Network size	Activation functions	Layers	Bach size	Dropout	Optimization algorithm	Learning rate	Val accuracy
Best	Medium	All ReLUs	8	512	0.15	RMSProp	10	0.994
P1	Small	ReLUs and Swish	5	256	0.15	SGD	9	0.990
P2	Medium	ReLUs and Swish	9	256	0.15	Nadam	9	0.990